{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MOE_150M_activation Min Train Loss: 2.70443\n",
      "MOE_150M_activation Min Validation Loss: 2.957\n",
      "MOE_266M_activation Min Train Loss: 2.559839\n",
      "MOE_266M_activation Min Validation Loss: 2.8564\n",
      "180M_dense Min Train Loss: 2.722343\n",
      "180M_dense Min Validation Loss: 2.9748\n",
      "MOE_150M_activation Max Hellaswag eval: 0.3396\n",
      "MOE_266M_activation Max Hellaswag eval: 0.3671\n",
      "180M_dense Max Hellaswag eval: 0.3252\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/2z/20dr9wxd40b15f19czgb8fz00000gn/T/ipykernel_54379/105769958.py:65: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n",
      "  plt.ylim(0.0, 8.0)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# Baselines\n",
    "sz = \"124M\"\n",
    "\n",
    "loss_baseline = {\n",
    "    \"124M\": 3.2924,\n",
    "}[sz]\n",
    "hella2_baseline = { # HellaSwag for GPT-2\n",
    "    \"124M\": 0.294463,\n",
    "    \"350M\": 0.375224,\n",
    "    \"774M\": 0.431986,\n",
    "    \"1558M\": 0.488946,\n",
    "}[sz]\n",
    "hella3_baseline = { # HellaSwag for GPT-3\n",
    "    \"124M\": 0.337,\n",
    "    \"350M\": 0.436,\n",
    "    \"774M\": 0.510,\n",
    "    \"1558M\": 0.547,\n",
    "}[sz]\n",
    "\n",
    "def load_log(file_path):\n",
    "    with open(file_path, \"r\") as f:\n",
    "        lines = f.readlines()\n",
    "    streams = {}\n",
    "    for line in lines:\n",
    "        step, stream, val = line.strip().split()\n",
    "        if stream not in streams:\n",
    "            streams[stream] = {}\n",
    "        streams[stream][int(step)] = float(val)\n",
    "    streams_xy = {}\n",
    "    for k, v in streams.items():\n",
    "        xy = sorted(list(v.items()))\n",
    "        streams_xy[k] = list(zip(*xy))\n",
    "    return streams_xy\n",
    "\n",
    "# Load multiple logs\n",
    "logs = {\n",
    "    \"MOE_150M_activation\": load_log(\"log_mix_16_layer(10)_attenH(8)_kvH(8)_acoef(0.02)_b(32)_gradacc(2)_step(38146)dropout(0.0)_jitter(0.0)exp(8)_exppt(2)_lr3e-03/log.txt\"),\n",
    "    \"MOE_266M_activation\": load_log(\"log_mix_16_layer(12)_attenH(12)_kvH(4)_acoef(0.02)_b(32)_gradacc(1)_step(38146)dropout(0.0)_jitter(0.0)exp(8)_exppt(2)_lr3e-03/log.txt\"),\n",
    "    \"180M_dense\": load_log(\"log_12_12_4_6e-4/log.txt\"),\n",
    "}\n",
    "\n",
    "# Create figure\n",
    "plt.figure(figsize=(16, 6))\n",
    "\n",
    "# Panel 1: losses: both train and val\n",
    "plt.subplot(121)\n",
    "for log_name, streams_xy in logs.items():\n",
    "    xs, ys = streams_xy[\"train\"]\n",
    "    ys = np.array(ys)\n",
    "    plt.plot(xs, ys, label=f'{log_name} train loss')\n",
    "    print(f\"{log_name} Min Train Loss:\", min(ys))\n",
    "    xs, ys = streams_xy[\"val\"]\n",
    "    plt.plot(xs, ys, label=f'{log_name} val loss')\n",
    "    print(f\"{log_name} Min Validation Loss:\", min(ys))\n",
    "# Horizontal line at GPT-2 baseline\n",
    "if loss_baseline is not None:\n",
    "    plt.axhline(y=loss_baseline, color='r', linestyle='--', label=f\"OpenAI GPT-2 ({sz}) checkpoint val loss\")\n",
    "plt.xlabel(\"steps\")\n",
    "plt.ylabel(\"loss\")\n",
    "plt.yscale('log')\n",
    "plt.ylim(0.0, 8.0)\n",
    "plt.legend()\n",
    "plt.title(\"Loss\")\n",
    "\n",
    "# Panel 2: HellaSwag eval\n",
    "plt.subplot(122)\n",
    "for log_name, streams_xy in logs.items():\n",
    "    xs, ys = streams_xy[\"hella\"]\n",
    "    ys = np.array(ys)\n",
    "    plt.plot(xs, ys, label=f\"{log_name} HellaSwag eval\")\n",
    "    print(f\"{log_name} Max Hellaswag eval:\", max(ys))\n",
    "# Horizontal lines at GPT-2 and GPT-3 baselines\n",
    "if hella2_baseline:\n",
    "    plt.axhline(y=hella2_baseline, color='r', linestyle='--', label=f\"OpenAI GPT-2 ({sz}) checkpoint\")\n",
    "if hella3_baseline:\n",
    "    plt.axhline(y=hella3_baseline, color='g', linestyle='--', label=f\"OpenAI GPT-3 ({sz}) checkpoint\")\n",
    "plt.xlabel(\"steps\")\n",
    "plt.ylabel(\"accuracy\")\n",
    "plt.legend()\n",
    "plt.title(\"HellaSwag eval\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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